event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
74f1f87e-3757-4bfe-813b-0b019e0c06ec | 2025-02-08T23:36:04 | iot | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|critical| desc=IoT device HVAC firmware_update Associated Threat Actor: Conti | {
"geo_location": "Bahamas",
"device_hash": "c45f2e11d116181040bf5eb433f1fbd44e5ab071",
"user_agent": "Opera/9.33.(Windows 98; Win 9x 4.90; sc-IT) Presto/2.9.189 Version/12.00",
"session_id": "4623dd0a-5e0d-432d-a40a-7188d001566c",
"risk_score": 39.46,
"confidence": 0.78
} | null | firmware_update | null | null | null | Associated Threat Actor: Conti | IoT device HVAC firmware_update Associated Threat Actor: Conti | null | HVAC | iot-db1c2b68 | 2.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
143ef4db-5f50-484d-8037-14dbe72e5da2 | 2025-03-07T00:49:02 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in OCI by ashley55 No additional info | {
"geo_location": "Barbados",
"device_hash": "0888b8a8ea416b8431b5ba49b0a8c6356caf2554",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/20.0.839.0 Safari/532.1",
"session_id": "fbdcf20b-3958-4323-8dc5-c5d73891356b",
"risk_score": 59.59,
"confidence": 0.83
} | ashley55 | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by ashley55 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-2669a337 | null | null | null | null | null | null | null | null | null | null |
c7d97e69-5032-4a43-b1ef-9121c3776e27 | 2025-05-01T06:19:01 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop RDP traffic from 163.199.81.25:588 to 84.67.8.59:434 Associated Threat Actor: Equation Group | {
"geo_location": "Austria",
"device_hash": "59a2610b74851022ee2ce821323ce12c99d5e44d00a3cdb38b546fac5e04d18b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_0; rv:1.9.5.20) Gecko/9372-03-06 01:58:55 Firefox/3.8",
"session_id": "7a1d435c-4e32-449a-9d04-22cc341de223",
"risk_score": 46.23,
"conf... | null | drop | null | null | null | Associated Threat Actor: Equation Group | Firewall drop RDP traffic from 163.199.81.25:588 to 84.67.8.59:434 Associated Threat Actor: Equation Group | null | null | null | null | 163.199.81.25 | 84.67.8.59 | null | null | null | null | null | null | null | null | 588 | 434 | RDP | 339,833 | 1,609 | null | null |
e3f99f19-2263-45e0-bae6-8f11af19afe0 | 2025-06-30T03:28:18 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in OCI by amanda84 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "072146fb9827843a4e03621f45fa412a",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/26.0.885.0 Safari/536.1",
"session_id": "89361984-74a9-4eb9-8866-2c4288f746e8",
"risk_score": 83.97,
"confidence": 0.33
} | amanda84 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by amanda84 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-60b5db55 | null | null | null | null | null | null | null | null | null | null |
b69aaea4-69bf-4195-a2f6-35f57bb28b5d | 2025-02-19T21:25:14 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth success for deborah03 via SAML from 90.186.133.165 No additional info noise=wp-content/tag/main | {
"geo_location": "Lithuania",
"device_hash": "709d97a59a5105e36d7b53afff4a6f3885349cd4",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_3; rv:1.9.5.20) Gecko/8663-04-03 03:40:33 Firefox/3.8",
"session_id": "1351918f-8229-44d6-bbdb-a760b7c3645d",
"risk_score": 46.26,
"confidence": 0.41
} | deborah03 | success | null | null | null | No additional info | Auth success for deborah03 via SAML from 90.186.133.165 No additional info | null | null | null | null | 90.186.133.165 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 90:17:50:ab:f3:76 |
bdfc675f-8690-498f-a522-cf20436d85af | 2025-02-25T18:04:54 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 110.95.106.220 to 66.232.68.184 Associated Threat Actor: Wizard Spider | {
"geo_location": "Denmark",
"device_hash": "cc1e18a0e21d1dc3454755d559beee33",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/17.0.897.0 Mobile/08P875 Safari/531.1",
"session_id": "a8a7f2ad-f519-4f81-873f-1f16c1847093",
"risk_score": 45.37,
... | null | beaconing | null | null | null | Associated Threat Actor: Wizard Spider | Network beaconing from 110.95.106.220 to 66.232.68.184 Associated Threat Actor: Wizard Spider | null | null | null | null | 110.95.106.220 | 66.232.68.184 | null | null | null | null | null | null | null | null | null | null | UDP | 125,508 | null | null | null |
c78b6337-3183-4253-a7d2-1534749b9fa8 | 2025-05-05T19:17:42 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in GCP by greenthomas No additional info | {
"geo_location": "Afghanistan",
"device_hash": "db43a78b1912933b170a3a4c2311b096",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "2169be90-18e5-42a2-a74f-d98901d70ab8",
"risk_score": 57.02,
"confidence": 0.2
} | greenthomas | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by greenthomas No additional info | null | null | null | null | null | null | null | null | null | GCP | res-ea53f4f8 | null | null | null | null | null | null | null | null | null | null |
4fb23f34-8dd8-4968-8cd5-7ce0318718d8 | 2025-04-22T19:57:16 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /hard/bad.flac by matthewmcknight No additional info | {
"geo_location": "Romania",
"device_hash": "e540aec5598858ae2f865428e79f1559",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.48.3 (KHTML, like Gecko) Version/4.0 Safari/534.48.3",
"session_id": "e35ebb7d-3c07-4365-b2b8-ef1b031357d3",
"risk_score": 38.62,
"confidence": 0.98
} | matthewmcknight | file_access | /hard/bad.flac | 7,116 | svchost.exe | No additional info | Endpoint file_access /hard/bad.flac by matthewmcknight No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e7639561-a93a-4bea-96c5-e7e49e3ab975 | 2025-05-16T04:34:43 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /be/heavy.mp3 by michael74 MITRE Technique: T1218.011 | Associated Threat Actor: Conti | {
"geo_location": "Iran",
"device_hash": "2408e3406475f6bbfc5196eb4562fa63",
"user_agent": "Opera/9.97.(Windows NT 6.2; et-EE) Presto/2.9.169 Version/10.00",
"session_id": "24f89e33-b19c-45c7-9e38-0a4d3ff0b9ca",
"risk_score": 57.24,
"confidence": 0.38
} | michael74 | scheduled_task | /be/heavy.mp3 | 7,023 | powershell.exe | MITRE Technique: T1218.011 | Associated Threat Actor: Conti | Endpoint scheduled_task /be/heavy.mp3 by michael74 MITRE Technique: T1218.011 | Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ca3ee517-d1b6-42c2-be1c-f169572f5bf4 | 2025-05-09T06:25:32 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device Medical command_injection MITRE Technique: T1218.011 | {
"geo_location": "Togo",
"device_hash": "3c1d28a604b80010c38eaf6b5db3d0f15d5f90a23d6633f38538199dac5f25a3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_4; rv:1.9.6.20) Gecko/8379-06-07 21:41:48 Firefox/14.0",
"session_id": "9e1c34fd-34ab-4794-83b3-e87f2f4e0ded",
"risk_score": 25.25,
"confid... | null | command_injection | null | null | null | MITRE Technique: T1218.011 | IoT device Medical command_injection MITRE Technique: T1218.011 | null | Medical | iot-22547c47 | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f1fe7e1-feda-4f7b-a269-ba61bc88a2ee | 2025-03-17T18:27:17 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: DNS Tunneling detected from 108.41.123.56 targeting N/A No additional info | {
"geo_location": "Jamaica",
"device_hash": "f47370ac963daecabc19ed1adac13f63f2f86638",
"user_agent": "Opera/9.13.(X11; Linux x86_64; tl-PH) Presto/2.9.189 Version/12.00",
"session_id": "3699e350-9fc3-45a1-b2b4-2898c6ff7a34",
"risk_score": 79.86,
"confidence": 0.25
} | null | null | null | null | null | No additional info | AlienVault Alert: DNS Tunneling detected from 108.41.123.56 targeting N/A No additional info | null | null | null | null | 108.41.123.56 | N/A | DNS Tunneling | SIG-2278 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
9a18df08-ff27-4ef9-b14e-dc1a99202960 | 2025-03-02T16:46:31 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth success for lambgina via biometric from 161.125.39.84 No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "cc13b23a695bb3184a7a02a70125019e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.1)",
"session_id": "80e39c19-c658-49c3-b7bd-7879c57bb0a7",
"risk_score": 76.78,
"confidence": 0.93
} | lambgina | success | null | null | null | No additional info | Auth success for lambgina via biometric from 161.125.39.84 No additional info | null | null | null | null | 161.125.39.84 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 27:9e:7e:7d:88:f3 |
c5b55a3f-728a-493e-815f-c242bb73a6fe | 2025-02-18T10:23:40 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Western Sahara",
"device_hash": "753a49e736e30af14567bccb733e0f96",
"user_agent": "Opera/8.86.(Windows NT 6.1; am-ET) Presto/2.9.162 Version/10.00",
"session_id": "d63c7f34-252b-4dc9-940c-3cc2addcba0b",
"risk_score": 55.09,
"confidence": 0.25
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-efe49403 | 3.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d777604-ed84-41bf-85ce-f752ed416a42 | 2025-01-23T11:21:36 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine DNS traffic from 63.249.20.133:41 to 70.237.205.238:445 MITRE Technique: T1059.005 | {
"geo_location": "French Polynesia",
"device_hash": "cf14bcbad1fc241b1d6bfc411e4171c6633da841",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.1)",
"session_id": "a9a2df6a-98df-4cd3-ac2d-196459c18a86",
"risk_score": 52.31,
"confidence": 0.45
} | null | quarantine | null | null | null | MITRE Technique: T1059.005 | Firewall quarantine DNS traffic from 63.249.20.133:41 to 70.237.205.238:445 MITRE Technique: T1059.005 | null | null | null | null | 63.249.20.133 | 70.237.205.238 | null | null | null | null | null | null | null | null | 41 | 445 | DNS | 453,618 | 1,581 | null | null |
a4702067-5dab-4164-b1f0-3191f5a1cf0b | 2025-05-07T14:26:47 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by rachaelnielsen MITRE Technique: T1566.001 | {
"geo_location": "Rwanda",
"device_hash": "dd02496d30bb510ee4e11391166dc4053208270a6bc3405cca7ee84dc4aeb912",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.1)",
"session_id": "28a0c897-559f-4363-88e8-6a106335345e",
"risk_score": 25.11,
"confidence": 0.1
} | rachaelnielsen | model_access | null | null | null | MITRE Technique: T1566.001 | AI system model_access by rachaelnielsen MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-3f243f56 | 6091fedb49adac6a1208be148f3b80a0b307d5a6 | a85b7dfaac3ca9279df41748ddbf05a8 | null | null | null | null | null | null | null |
c992e04d-184a-43f8-ae29-ff4cdcbe1a96 | 2025-03-15T07:14:53 | ids_alert | Microsoft Sentinel v1.0.0 | emergency | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Microsoft Sentinel Alert: Fileless Attack detected from 146.197.121.104 targeting 174.140.68.217 MITRE Technique: T1218.011 | {
"geo_location": "Cyprus",
"device_hash": "811429a5becb0b13a23cb1ab5ea882c63db3853c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/18.6y6369.0 Mobile/67G433 Safari/533.0",
"session_id": "0a97b89e-049a-4e82-833c-5a7e3e5113c7",
"risk_score": 26.4... | null | null | null | null | null | MITRE Technique: T1218.011 | Microsoft Sentinel Alert: Fileless Attack detected from 146.197.121.104 targeting 174.140.68.217 MITRE Technique: T1218.011 | null | null | null | null | 146.197.121.104 | 174.140.68.217 | Fileless Attack | SIG-1699 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
061cc685-a159-48cb-904f-6d91bbd92a27 | 2025-05-10T13:58:16 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for nparker via OAuth from 95.166.159.68 No additional info | {
"geo_location": "Zambia",
"device_hash": "ee9ffc98729e570633eac6ee990a96abe5b89d19aaff7d27fb4c62e873c2d112",
"user_agent": "Opera/9.19.(Windows CE; aa-ER) Presto/2.9.164 Version/11.00",
"session_id": "19b9b29c-76b5-4246-81a6-f032a8826325",
"risk_score": 32.65,
"confidence": 0.86
} | nparker | timeout | null | null | null | No additional info | Auth timeout for nparker via OAuth from 95.166.159.68 No additional info | null | null | null | null | 95.166.159.68 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 30:2c:4b:79:6b:da |
857c3855-eb34-4e4d-8a40-57aebfbdc2d6 | 2025-06-11T15:06:08 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Medical firmware_update MITRE Technique: T1543.003 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "24a8c100655fdb762b2318b6b66a3819213c8d95a7283c482b38fdc1f70ade78",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/3.1)",
"session_id": "d31cf87c-748a-4d55-ab9c-2dc9a275a2c2",
"risk_score": 59.77,
"confidence": 0... | null | firmware_update | null | null | null | MITRE Technique: T1543.003 | IoT device Medical firmware_update MITRE Technique: T1543.003 | null | Medical | iot-38041fda | 8.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
04bb4fe9-ae97-4575-b18d-ef162050ef85 | 2025-02-24T15:04:42 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by sydneyburke Associated Threat Actor: REvil | {
"geo_location": "Kazakhstan",
"device_hash": "6935f60b6edee2b5a1e8fd9c278a6acb661f9334c7d917e6f3e0c57b74fa9783",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.1)",
"session_id": "c06d75ce-2860-4130-beed-a02b7371c286",
"risk_score": 64.76,
"confidence": 0.89
} | sydneyburke | membership_inference | null | null | null | Associated Threat Actor: REvil | AI system membership_inference by sydneyburke Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | model-efd1ab1a | c6212e747a32515396fa3ce6e438d5d12df885c202d19cfa70f3ed876d08c93d | 6e7e028d4408ce9f3a2514f5f5a7ef18b0bb8eab9cc7fb2d24f9224ca75e206d | null | null | null | null | null | null | null |
1a406d71-64cc-4886-9734-3ffe4ab4625e | 2025-06-05T23:46:10 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall drop RDP traffic from 213.142.99.202:61 to 205.214.92.77:322 No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "6479e5e3bdbe1fabb7bfaf19e0c9cc8e",
"user_agent": "Opera/8.79.(Windows 98; Win 9x 4.90; hr-HR) Presto/2.9.164 Version/12.00",
"session_id": "3a10710e-14a8-4013-a19e-fbb7701fbeea",
"risk_score": 70.3,
"confidence": 0.88
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 213.142.99.202:61 to 205.214.92.77:322 No additional info | {
"baseline_deviation": 1.29,
"entropy": 6.98,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 213.142.99.202 | 205.214.92.77 | null | null | null | null | null | null | null | null | 61 | 322 | RDP | 826,494 | 2,219 | null | null |
5e4ff53f-4aa4-4b3f-b5b5-206af00c6c95 | 2025-01-16T01:27:29 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Netherlands",
"device_hash": "4f40f9ce5054a35b4d99f27ec42c6a6a3e65d1ca",
"user_agent": "Mozilla/5.0 (Linux; Android 3.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/56.0.860.0 Safari/536.1",
"session_id": "a2c25872-80a0-4298-8590-4e5c934d83e5",
"risk_score": 45.72,
"confidence": 0.15
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-01b440e4 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a93fc8b-dd90-45c3-9a52-d26732a5d5e0 | 2025-02-21T09:10:24 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop SMB traffic from 147.115.116.228:528 to 10.141.224.215:514 No additional info noise=drive|science|painting | {
"geo_location": "Kazakhstan",
"device_hash": "3655355b90c3b32638bf536afbe1d7570bdd59a1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_9 rv:3.0; cs-CZ) AppleWebKit/533.46.4 (KHTML, like Gecko) Version/5.0.3 Safari/533.46.4",
"session_id": "45126be7-6435-4471-909e-f283570f2713",
"risk_score":... | null | drop | null | null | null | No additional info | Firewall drop SMB traffic from 147.115.116.228:528 to 10.141.224.215:514 No additional info | null | null | null | null | 147.115.116.228 | 10.141.224.215 | null | null | null | null | null | null | null | null | 528 | 514 | SMB | 497,896 | 1,146 | null | null |
bcda9a02-3a51-4ef2-8ba5-637228b218d9 | 2025-05-31T05:22:01 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start nor by mallorymendoza MITRE Technique: T1078.004 | {
"geo_location": "Thailand",
"device_hash": "828b83160021d373b0aa2c1dd384459c36cf24afd134d70eb29ebe4b1db8de85",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_9) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/18.0.805.0 Safari/531.0",
"session_id": "5b665435-f916-4264-ae09-d77ebb032cd8",
"risk_sco... | mallorymendoza | process_start | nor | 7,287 | svchost.exe | MITRE Technique: T1078.004 | Endpoint process_start nor by mallorymendoza MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8d6d50c3-8b03-46ee-bfaa-6657df7d03f8 | 2025-05-06T22:12:25 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /behavior/sometimes.odt by ncarr MITRE Technique: T1566.001 noise=about|whether|keep | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "18d11e9c455e2a53e3af1aa7fa3ffb77",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/59.0.807.0 Mobile/02Z752 Safari/532.1",
"session_id": "b37c0931-cd6e-45b1-b208-3db15... | ncarr | process_stop | /behavior/sometimes.odt | 4,855 | explorer.exe | MITRE Technique: T1566.001 | Endpoint process_stop /behavior/sometimes.odt by ncarr MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b757ae75-fd69-4929-a1db-cb3a6cd8d875 | 2025-05-26T17:06:40 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in OCI by danielscott No additional info | {
"geo_location": "Panama",
"device_hash": "80a2f100dd28c69395cd82322ec767ef",
"user_agent": "Opera/9.68.(Windows NT 5.2; cv-RU) Presto/2.9.183 Version/12.00",
"session_id": "c74ddf40-936c-4d58-b134-ddea4b0fd60b",
"risk_score": 59.99,
"confidence": 0.25
} | danielscott | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by danielscott No additional info | null | null | null | null | null | null | null | null | null | OCI | res-1bea660e | null | null | null | null | null | null | null | null | null | null |
51a64dd5-1524-498d-b7bd-1474326fbc12 | 2025-02-13T18:50:28 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for contreraskristina via SAML from 71.56.62.155 MITRE Technique: T1218.011 noise=posts/explore/blog | {
"geo_location": "Vietnam",
"device_hash": "d20b8286d812839e3d4da90f7673f84b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; sr-ME) AppleWebKit/532.21.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.21.2",
"session_id": "d193d3a2-5128-4232-9977-900a4853e7ee",
"risk_score"... | contreraskristina | challenge | null | null | null | MITRE Technique: T1218.011 | Auth challenge for contreraskristina via SAML from 71.56.62.155 MITRE Technique: T1218.011 | {
"baseline_deviation": 1.69,
"entropy": 5.7,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 71.56.62.155 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 54:23:ac:66:4b:ef |
464389be-13b9-4e0e-b35b-868332836364 | 2025-04-02T15:49:29 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /number/paper.flac by jasonwood Associated Threat Actor: APT38 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Isle of Man",
"device_hash": "aebb2ee1b934545cbcf331ba82ef3f2c78688c6fe9c2755273258083001e1939",
"user_agent": "Opera/8.81.(X11; Linux x86_64; os-RU) Presto/2.9.181 Version/11.00",
"session_id": "566c4b50-9ef4-450f-89bb-8c1f0724366f",
"risk_score": 29.22,
"confidence": 0.33
} | jasonwood | file_access | /number/paper.flac | 6,044 | explorer.exe | Associated Threat Actor: APT38 | Unconventional IOC: ACPI table modifications | Endpoint file_access /number/paper.flac by jasonwood Associated Threat Actor: APT38 | Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68b901ec-6ec2-4054-97f9-ebe3dcacc1fb | 2025-05-09T08:26:39 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: AI Model Poisoning detected from 60.240.81.3 targeting 9.58.38.239 No additional info | {
"geo_location": "Greece",
"device_hash": "d603e7a4bbb16a3ddef8ea3711798f94743a9ce4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/20.0.827.0 Mobile/55F690 Safari/535.0",
"session_id": "6c594f16-3b8b-43e6-94e5-25d12e469137",
"risk_score": 4... | null | null | null | null | null | No additional info | AlienVault Alert: AI Model Poisoning detected from 60.240.81.3 targeting 9.58.38.239 No additional info | null | null | null | null | 60.240.81.3 | 9.58.38.239 | AI Model Poisoning | SIG-8378 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
cc9f2cec-0ccf-470f-b949-6ccccac57b66 | 2025-04-25T05:46:21 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: XSS detected from 91.42.81.160 targeting 10.20.192.26 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "bc5634051fa37f4b9e2d7a3b57ca2c786d3bca21",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_2 rv:6.0; he-IL) AppleWebKit/533.33.3 (KHTML, like Gecko) Version/4.0.2 Safari/533.33.3",
"session_id": "ef2d4a60-a2ee-4523-bd42-87843ba8affb",
"risk_score": 64... | null | null | null | null | null | No additional info | ArcSight Alert: XSS detected from 91.42.81.160 targeting 10.20.192.26 No additional info | null | null | null | null | 91.42.81.160 | 10.20.192.26 | XSS | SIG-4992 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
efd8cf1a-05c3-4f51-9277-e22442428e23 | 2025-07-09T05:23:51 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: AI Model Poisoning detected from 85.221.58.186 targeting N/A No additional info | {
"geo_location": "Malawi",
"device_hash": "67d039eff8bf6f13591ae3b09e9f8179e2f009a7",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/34.0.812.0 Safari/536.1",
"session_id": "24ccbf92-40bc-42f4-b122-de820d7394f5",
"risk_score": 32.07,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Suricata Alert: AI Model Poisoning detected from 85.221.58.186 targeting N/A No additional info | null | null | null | null | 85.221.58.186 | N/A | AI Model Poisoning | SIG-3427 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a5c6253f-3a53-4527-8e61-10ad85c373ce | 2025-03-09T03:39:58 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by tina27 Associated Threat Actor: BlueNoroff | {
"geo_location": "Suriname",
"device_hash": "7a4958453a35e29660791ae34fa5120035902e8f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.5.2 (KHTML, like Gecko) Version/5.1 Safari/531.5.2",
"session_id": "b6130101-531d-497f-85fe-bb1a326f027a",
"risk_score": 72.79,
"confidence": 0.99
... | tina27 | training_data_poisoning | null | null | null | Associated Threat Actor: BlueNoroff | AI system training_data_poisoning by tina27 Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | null | null | model-2ef9994b | 15885518ebd174b106fb3fe8e1f69ebc | 39482f34435c871fc633b6639975995afb26166ed1f6a7ed2808da214d6bc19c | null | null | null | null | null | null | null |
99e2c2bb-2e6b-4605-a7e6-2cbd92f0c92a | 2025-03-11T02:28:48 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by scowan No additional info | {
"geo_location": "South Africa",
"device_hash": "aef9e077a0b084561ec382ed1322f9c7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/535.32.3 (KHTML, like Gecko) Version/4.0.4 Safari/535.32.3",
"session_id": "2d178616-aa9f-499e-bf36-1c10a5e4a2aa",
"risk_score": 62.61,
"confidence": 0.3
} | scowan | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by scowan No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2870003f | eb74a5dee602a9897a740d68108ced9f7cae82babbaebd9749d9ce64c37f84e2 | af7d776c5e0b3370b1abcdc66e77dd7f | null | null | null | null | null | null | null |
bf67105a-9737-4f53-b8d7-5a5fed8828b2 | 2025-07-10T05:08:18 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by patrick02 MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Gambia",
"device_hash": "fdd759e98d1f28600333b7b4b8ade804326762b00de977a6426a3ff054266e5f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "29b4a545-d64e-4af4-a621-9496db3d8335",
"risk_score": 64.32,
"confidence": 0.29
} | patrick02 | model_inversion | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | AI system model_inversion by patrick02 MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | model-9a028d34 | 41d5bfbe4e99713095817606a19c0fda3d9868ef771e4b8297b87c789c0f11e1 | 37471fe78a62457632663646a19719a45a1ba9c26e535e2c41f54f60a931747b | null | null | null | null | null | null | null |
783cb811-1f9f-4d86-85e8-68c937802051 | 2025-05-14T10:16:05 | firewall | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only HTTP traffic from 61.114.23.34:822 to 136.27.213.63:889 No additional info | {
"geo_location": "Mali",
"device_hash": "180f9be328d2c2aa3ac4bfd801cb55fd1126497623e8d591df6fdeafcce88602",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/60.0.863.0 Safari/535.0",
"session_id": "b3eb5436-373c-45e5-8c47-1f8134fa59e7",
"risk_score": 88.28,
"confide... | null | log-only | null | null | null | No additional info | Firewall log-only HTTP traffic from 61.114.23.34:822 to 136.27.213.63:889 No additional info | null | null | null | null | 61.114.23.34 | 136.27.213.63 | null | null | null | null | null | null | null | null | 822 | 889 | HTTP | 19,183 | 469 | null | null |
adda6b8d-472c-4e44-ad25-38e7cb115b9e | 2025-04-22T02:08:42 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow UDP traffic from 130.239.128.6:221 to 58.44.226.101:21086 MITRE Technique: T1566.001 | {
"geo_location": "Russian Federation",
"device_hash": "64cc7aaadfcf3e51f69df2df3bd9c523",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/4.1)",
"session_id": "3f6a3750-5432-414a-abb1-457f63494b33",
"risk_score": 78.61,
"confidence": 0.15
} | null | allow | null | null | null | MITRE Technique: T1566.001 | Firewall allow UDP traffic from 130.239.128.6:221 to 58.44.226.101:21086 MITRE Technique: T1566.001 | null | null | null | null | 130.239.128.6 | 58.44.226.101 | null | null | null | null | null | null | null | null | 221 | 21,086 | UDP | 774,755 | 2,143 | null | null |
19331582-c2d8-439c-a352-f3ab5a506a48 | 2025-06-07T02:43:33 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: SQL Injection detected from 201.26.218.194 targeting 190.101.191.141 MITRE Technique: T1134.001 | {
"geo_location": "Sweden",
"device_hash": "3e3ae660fad8aae06b422066501a7b6bfa9cd8e2",
"user_agent": "Opera/9.21.(Windows NT 10.0; apn-IN) Presto/2.9.173 Version/11.00",
"session_id": "81dd707d-e9cc-4aad-832f-9fc4555a0786",
"risk_score": 38.87,
"confidence": 0
} | null | null | null | null | null | MITRE Technique: T1134.001 | Palo Alto Cortex Alert: SQL Injection detected from 201.26.218.194 targeting 190.101.191.141 MITRE Technique: T1134.001 | null | null | null | null | 201.26.218.194 | 190.101.191.141 | SQL Injection | SIG-1046 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
f8e83d7e-17a0-42ba-8334-c18f0b7c3b84 | 2025-01-30T01:39:59 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /natural/court.css by josephhouse No additional info | {
"geo_location": "Oman",
"device_hash": "9d320b957e1706361e5fe51618ff765578897f22",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/34.0.888.0 Mobile/86Q301 Safari/534.0",
"session_id": "8edd1d8e-ad8a-48ce-b72c-ce4339ad09f5",
"risk_score": 27... | josephhouse | registry_change | /natural/court.css | 2,565 | explorer.exe | No additional info | Endpoint registry_change /natural/court.css by josephhouse No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9a704609-bf6f-4b8a-ac70-eb0db12099e7 | 2025-05-29T14:30:11 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /go/report.ods by nicoleweaver No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "1dae7c8be4c03aedde2523f8feb9d78b4a211d3533bb158196d7bae545dc7a19",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/60.0.848.0 Safari/535.2",
"session_id": "5a69f014-cedb-4aad-bd8e-09c4b227b7f0"... | nicoleweaver | file_access | /go/report.ods | 5,648 | svchost.exe | No additional info | Endpoint file_access /go/report.ods by nicoleweaver No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
168ca93c-7eeb-45e4-a368-6075ee528f4e | 2025-06-03T18:18:33 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in Alibaba by wtran No additional info | {
"geo_location": "Greece",
"device_hash": "a09a30158d7f77a39803e53c5edc695e79c75a33",
"user_agent": "Opera/8.50.(X11; Linux i686; fy-NL) Presto/2.9.166 Version/10.00",
"session_id": "8c846a57-a7e5-4e75-b19b-9b8a986d2744",
"risk_score": 66.17,
"confidence": 0.69
} | wtran | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by wtran No additional info | {
"baseline_deviation": 2.28,
"entropy": 7.43,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Alibaba | res-44004a11 | null | null | null | null | null | null | null | null | null | null |
4387f7bf-881a-49ef-aee7-e8c41108fab7 | 2025-03-07T02:13:56 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system model_access by deborahpalmer No additional info noise=six|budget|threat | {
"geo_location": "Cote d'Ivoire",
"device_hash": "186f71bb86a479311e0eeae1ee2a8407",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/3.0)",
"session_id": "363dc486-3ff3-4a1f-915d-c0e946b5f29d",
"risk_score": 49.91,
"confidence": 0.13
} | deborahpalmer | model_access | null | null | null | No additional info | AI system model_access by deborahpalmer No additional info | null | null | null | null | null | null | null | null | null | null | null | model-dce706c2 | 610e1b4c2c4cdc51640fe04852cf019531a02dd2bfb4b50228a4962bf7920011 | bd7cf767df56c4dc32f8d9ad3366e99f | null | null | null | null | null | null | null |
30a592af-0d95-4686-8aef-1d47bc6a8aeb | 2025-03-14T12:29:51 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Container Escape detected from 220.41.125.176 targeting 221.233.240.102 Associated Threat Actor: APT34 | {
"geo_location": "North Korea",
"device_hash": "768412f71257244deb61e6b1d014d302",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/14.0.846.0 Mobile/72Z829 Safari/533.0",
"session_id": "b65052a5-9019-403b-9e69-ea9d4efb93b3",
"risk_score": 68.21,... | null | null | null | null | null | Associated Threat Actor: APT34 | Splunk Alert: Container Escape detected from 220.41.125.176 targeting 221.233.240.102 Associated Threat Actor: APT34 | {
"baseline_deviation": 2.89,
"entropy": 2.57,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 220.41.125.176 | 221.233.240.102 | Container Escape | SIG-4927 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
e5ae9122-1ff7-4fc7-b265-2c2d18ea1a19 | 2025-07-02T05:52:31 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth bypass for john52 via MFA from 52.140.146.180 MITRE Technique: T1059.005 | Credential stuffing pattern detected noise=list/app/search | {
"geo_location": "Denmark",
"device_hash": "6a0684f4e3b67a012b5ff543d63e59e1d8e253c60bb3f5ab1b0f082be1394ca6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.1)",
"session_id": "9ea96f39-0e6c-4c77-a6b2-d3a9fb18d837",
"risk_score": 62.78,
"confidence": 0.54
} | john52 | bypass | null | null | null | MITRE Technique: T1059.005 | Credential stuffing pattern detected | Auth bypass for john52 via MFA from 52.140.146.180 MITRE Technique: T1059.005 | Credential stuffing pattern detected | null | null | null | null | 52.140.146.180 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | ea:48:59:8b:22:a3 |
87f4cdd2-9d33-4b8d-b1bf-d806541b4959 | 2025-01-22T10:44:56 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 113.98.118.94 to 161.105.6.37 No additional info noise=E7F1962E | {
"geo_location": "Georgia",
"device_hash": "8794b8c1bb1dae062831832df24455fb9bcda017091e6b4e53eb68e5fda4915f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.35.6 (KHTML, like Gecko) Version/5.1 Safari/535.35.6",
"session_id": "04fe2bb2-53b3-49a0-941f-702fdc6350bb",
"risk_score": 48.... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 113.98.118.94 to 161.105.6.37 No additional info | {
"baseline_deviation": 2.68,
"entropy": 3.67,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 113.98.118.94 | 161.105.6.37 | null | null | null | null | null | null | null | null | null | null | TCP | 887,380 | null | null | null |
47103bdb-a0c1-4d58-aca6-3b9accf83334 | 2025-01-22T13:56:19 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by martinturner MITRE Technique: T1059.005 | {
"geo_location": "Saint Barthelemy",
"device_hash": "2c89983b48fd57be992ea5e95a6afc8a7a7cc1672ac5f040d2d7b7495014af22",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2 rv:6.0; apn-IN) AppleWebKit/533.38.3 (KHTML, like Gecko) Version/5.0 Safari/533.38.3",
"session_id": "eaa3b5fa-b770-4f1e-b953-6c4cf... | martinturner | training_data_poisoning | null | null | null | MITRE Technique: T1059.005 | AI system training_data_poisoning by martinturner MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-3b3f6a78 | 9c99154d2ef8d743bc3c5ef3b11ec4b5 | 10c3f800b789cb62791f0614520d0b70f8705075 | null | null | null | null | null | null | null |
37f17454-b699-4ddf-95d9-cac522d9d4fb | 2025-03-16T21:57:41 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start key by richardsmith Associated Threat Actor: Leafminer | {
"geo_location": "Christmas Island",
"device_hash": "1dfbacd60a35a559d54304106cfd60424261b4d9",
"user_agent": "Opera/9.70.(X11; Linux x86_64; sw-KE) Presto/2.9.174 Version/11.00",
"session_id": "10d3e104-6a72-42f9-b6f8-7e905fefbe03",
"risk_score": 39.58,
"confidence": 0.67
} | richardsmith | process_start | key | 5,483 | powershell.exe | Associated Threat Actor: Leafminer | Endpoint process_start key by richardsmith Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
041b24d0-cbd5-4bae-b71d-b65e22a528e2 | 2025-04-14T10:04:00 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system membership_inference by sfrazier No additional info | {
"geo_location": "Czech Republic",
"device_hash": "a06b134fb15d158c6b41d5e551a98d53ef515cb8d86b0d6eaf8afc9cb045d3a2",
"user_agent": "Opera/8.41.(Windows 98; sr-RS) Presto/2.9.186 Version/12.00",
"session_id": "d7c124e6-cb21-4334-8dcc-c3eb2a7b1afa",
"risk_score": 41.51,
"confidence": 0.78
} | sfrazier | membership_inference | null | null | null | No additional info | AI system membership_inference by sfrazier No additional info | null | null | null | null | null | null | null | null | null | null | null | model-38967f69 | 8175c77502b65b8971e86d168088c8087d7fed00 | aeb306eef425e863efc4abdf013bb502 | null | null | null | null | null | null | null |
4f0155a3-e1d4-47a0-a810-1d285d40ad33 | 2025-06-20T14:04:23 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth locked for greenrebecca via SAML from 85.205.182.57 No additional info | {
"geo_location": "Yemen",
"device_hash": "40e71b9b05c4ca70cb6e05f2ff770078b0a62115",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/21.0.815.0 Safari/531.1",
"session_id": "27c1293c-6e06-4cae-abd4-6002b380293e",
"risk_score": 20.35,
"confidence": 0.67
} | greenrebecca | locked | null | null | null | No additional info | Auth locked for greenrebecca via SAML from 85.205.182.57 No additional info | null | null | null | null | 85.205.182.57 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 1d:9f:b8:03:5e:e8 |
e8d19e7c-ade8-4d6d-b3c0-7505790b19fd | 2025-05-08T20:00:41 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: ICS Attack detected from 223.18.152.124 targeting N/A No additional info | {
"geo_location": "Mauritius",
"device_hash": "81962d101e09ac2bbdc96bacba8f35c0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; mt-MT) AppleWebKit/532.23.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6532.23.2",
"session_id": "6b62569c-7039-477c-9405-536e88481c4e",
"risk_scor... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: ICS Attack detected from 223.18.152.124 targeting N/A No additional info | null | null | null | null | 223.18.152.124 | N/A | ICS Attack | SIG-8889 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b79d5ee2-b5c3-409b-82b1-0c85e2aa2327 | 2025-01-26T07:29:30 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection No additional info noise=category/blog/list | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "0dca2ab34d3b09f6825aba16a6e3eed166f62e498fd1c105e8162f2ce0a2bf57",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/15.0.804.0 Safari/536.1",
"session_id": "e16102d3-176c-4920-924b-2d9bbc203a95",
... | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-13fd93ec | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4a145f77-55aa-4d03-9a8b-6699314b32ef | 2025-03-20T22:12:58 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 5.88.8.213 to 11.3.45.91 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "022265e40db61bfdb220dcc4e9c7c9a2d33c5f3f",
"user_agent": "Opera/9.66.(Windows NT 5.2; mk-MK) Presto/2.9.166 Version/11.00",
"session_id": "33837cb4-a969-4162-a721-68399ab64c1b",
"risk_score": 31.08,
"confidence": 0.14
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 5.88.8.213 to 11.3.45.91 No additional info | null | null | null | null | 5.88.8.213 | 11.3.45.91 | null | null | null | null | null | null | null | null | null | null | UDP | 638,794 | null | null | null |
6a4c5926-f2ee-4475-aa94-f6d560070cee | 2025-03-26T04:07:38 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: AI Model Poisoning detected from 76.154.171.191 targeting 95.161.16.255 MITRE Technique: T1547.001 | {
"geo_location": "Bermuda",
"device_hash": "ed3a5e1606731f0f7888559be4c4559eb7eeab36fad03a3a489d7b769992d963",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/42.0.839.0 Safari/535.1",
"session_id": "5790878c-e234-466f-9dac-b0e59e027c8f",
"risk_score": 46.15,
"confi... | null | null | null | null | null | MITRE Technique: T1547.001 | Trellix Alert: AI Model Poisoning detected from 76.154.171.191 targeting 95.161.16.255 MITRE Technique: T1547.001 | null | null | null | null | 76.154.171.191 | 95.161.16.255 | AI Model Poisoning | SIG-5703 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
194dcac4-a0d0-4ed4-bcfa-72d57c41ce54 | 2025-01-21T02:29:34 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Sudan",
"device_hash": "2816cea47b36164345f665fb1b6ed9481ab84fd97a23421548e361c58ebc7308",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/4.0)",
"session_id": "7935d91d-4edf-4285-9bf8-e8e960c71b22",
"risk_score": 74.81,
"confidence": 0.55
} | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-5f0a13e4 | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
481c2130-f11a-4cf9-947d-c6011d65db8c | 2025-06-23T02:55:44 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 223.48.139.99 to 88.158.39.107 No additional info | {
"geo_location": "Germany",
"device_hash": "c46ca630ff35aca0ff0363ef65ce7984f9c4fe9f29438fa5b9dea9f5a4cdbcc7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.0)",
"session_id": "9a037250-513f-4132-81a7-e3e2eb499810",
"risk_score": 38.59,
"confidence": 0.47
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 223.48.139.99 to 88.158.39.107 No additional info | null | null | null | null | 223.48.139.99 | 88.158.39.107 | null | null | null | null | null | null | null | null | null | null | HTTP | 849,279 | null | null | null |
6cb5b085-ceb9-4f5b-b71f-02294e919148 | 2025-03-21T06:11:17 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Supply Chain Compromise detected from 56.215.6.47 targeting N/A MITRE Technique: T1547.001 | {
"geo_location": "Saudi Arabia",
"device_hash": "b0fcf1d356a838ae873b4a386eb5ad40",
"user_agent": "Opera/8.46.(Windows NT 5.01; ta-LK) Presto/2.9.189 Version/10.00",
"session_id": "76c99d4e-bd03-4d42-a40c-f771036823d3",
"risk_score": 92.43,
"confidence": 0.1
} | null | null | null | null | null | MITRE Technique: T1547.001 | LogRhythm Alert: Supply Chain Compromise detected from 56.215.6.47 targeting N/A MITRE Technique: T1547.001 | null | null | null | null | 56.215.6.47 | N/A | Supply Chain Compromise | SIG-7609 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
1d646d07-7043-492f-a14e-9d7a53fdff15 | 2025-04-30T03:10:23 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for tracy46 via SAML from 10.168.151.4 MITRE Technique: T1218.011 | {
"geo_location": "Afghanistan",
"device_hash": "40eaefc3b8e7ce01d41fb879a089439fcff8556017291aa2f2ae782e2766a692",
"user_agent": "Opera/8.16.(X11; Linux i686; tig-ER) Presto/2.9.184 Version/12.00",
"session_id": "1d3b4944-d52f-4034-b7ac-e775d4a979fc",
"risk_score": 39.59,
"confidence": 0.23
} | tracy46 | failed | null | null | null | MITRE Technique: T1218.011 | Auth failed for tracy46 via SAML from 10.168.151.4 MITRE Technique: T1218.011 | null | null | null | null | 10.168.151.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 10:1b:46:03:7c:2e |
73af06d0-908a-4d4e-9bf5-a6c3f1a0a84f | 2025-01-30T15:33:39 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect SSH traffic from 23.241.168.132:834 to 198.105.208.113:170 No additional info | {
"geo_location": "Kenya",
"device_hash": "2fb0aedf1474fd1b30943d08da7ea564",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/30.0.886.0 Mobile/76N299 Safari/535.0",
"session_id": "a60d2071-03e5-457e-a33d-bfe2f2689cca",
"risk_score": 57.03,
... | null | inspect | null | null | null | No additional info | Firewall inspect SSH traffic from 23.241.168.132:834 to 198.105.208.113:170 No additional info | null | null | null | null | 23.241.168.132 | 198.105.208.113 | null | null | null | null | null | null | null | null | 834 | 170 | SSH | 808,461 | 112 | null | null |
f756dcf2-1162-42a4-b3e4-723fd40f8040 | 2025-06-03T16:39:43 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec already by riggssandra No additional info | {
"geo_location": "North Korea",
"device_hash": "5016dfae283bd3e1faa2c176022af99f8c1d40dd",
"user_agent": "Opera/9.53.(Windows NT 6.0; br-FR) Presto/2.9.188 Version/12.00",
"session_id": "b9b1d3df-034e-4ecf-a27b-7a74d65fc60c",
"risk_score": 37.18,
"confidence": 0.88
} | riggssandra | powershell_exec | already | 3,991 | powershell.exe | No additional info | Endpoint powershell_exec already by riggssandra No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
217ffa7f-afbe-4d9e-ab83-733ea713e08f | 2025-04-08T11:47:09 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine RDP traffic from 107.84.128.188:501 to 165.77.152.50:409 No additional info noise=main | {
"geo_location": "Central African Republic",
"device_hash": "e5b28bb7865295767df262c0efb7d06daccf22e4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/5.0)",
"session_id": "bf119e9d-8911-4adb-be94-4a87568c8e29",
"risk_score": 64.72,
"confidence": 0.96
} | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 107.84.128.188:501 to 165.77.152.50:409 No additional info | null | null | null | null | 107.84.128.188 | 165.77.152.50 | null | null | null | null | null | null | null | null | 501 | 409 | RDP | 707,421 | 1,151 | null | null |
bb1e0149-a895-4f62-b9b1-3444fb3c7958 | 2025-03-13T12:31:25 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for glin via passwordless from 66.21.189.164 Associated Threat Actor: Lazarus Group | {
"geo_location": "Central African Republic",
"device_hash": "9bf427bc7cd3b803ac6f8dea043ffca07d47257e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_8 rv:5.0; uk-UA) AppleWebKit/533.49.4 (KHTML, like Gecko) Version/5.0.4 Safari/533.49.4",
"session_id": "9bb7b466-6fae-4596-a075-62e76949fc31",
"ri... | glin | challenge | null | null | null | Associated Threat Actor: Lazarus Group | Auth challenge for glin via passwordless from 66.21.189.164 Associated Threat Actor: Lazarus Group | null | null | null | null | 66.21.189.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | b4:0b:ad:1e:e9:2a |
14485635-def0-42fb-8a4e-04d50a5609b6 | 2025-05-22T04:13:32 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Alibaba by pdavidson No additional info | {
"geo_location": "Micronesia",
"device_hash": "d746c24c540e00c9fc96a611d20d77c0",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4277-09-14 06:30:48 Firefox/3.6.6",
"session_id": "40703136-6ad7-4507-9564-d2e30d6f9251",
"risk_score": 64.16,
"confidence": 0.47
} | pdavidson | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by pdavidson No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-7c51d121 | null | null | null | null | null | null | null | null | null | null |
70f5a62c-2a76-43d0-8043-dac9fa6f6d6b | 2025-04-09T09:34:16 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth challenge for huynhkristina via key from 41.253.62.34 No additional info | {
"geo_location": "Mali",
"device_hash": "8465b7ca6339f4ffbdc01d1ad013c13027de2a14",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_0 rv:6.0; ia-FR) AppleWebKit/534.29.2 (KHTML, like Gecko) Version/4.0 Safari/534.29.2",
"session_id": "6f309523-7b00-4508-ad2d-7bd1890ae324",
"risk_score": 53.56,
... | huynhkristina | challenge | null | null | null | No additional info | Auth challenge for huynhkristina via key from 41.253.62.34 No additional info | null | null | null | null | 41.253.62.34 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | d5:da:27:be:57:6e |
dd3abd66-1c76-4838-a7c3-30c76e9ba388 | 2020-08-03T00:48:08 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Belize",
"device_hash": "2c1cb6e3e1c8f566d31c0bcb279b21789e020d7274f51d5144f907ea60005f6d",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; kk-KZ; rv:1.9.2.20) Gecko/2055-07-15 12:37:43 Firefox/3.8",
"session_id": "5781ed16-6abf-4e34-b9c9-1cc74c9f4570",
"risk_score": 79.01,
"confiden... | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | {
"baseline_deviation": 2.6,
"entropy": 7.55,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Camera | iot-3dbb1af7 | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
efea4875-c10b-4cdb-8f70-fa7127f8b069 | 2025-06-27T03:41:03 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /paper/throughout.mp4 by penny45 No additional info | {
"geo_location": "Estonia",
"device_hash": "f717dfdfee05e34e5939278123313e03552e2c1b499aafd7890a7ae6941e4800",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3115-12-25 19:18:37 Firefox/3.8",
"session_id": "f187b12f-93b4-4017-9707-aea461b56e92",
"risk_score": 45.61,
"confidence": 0.03
} | penny45 | memory_injection | /paper/throughout.mp4 | 1,216 | svchost.exe | No additional info | Endpoint memory_injection /paper/throughout.mp4 by penny45 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e9da1a62-d551-41b9-8f53-bf4afb886bb1 | 2025-01-23T01:42:46 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec inside by ahall MITRE Technique: T1547.001 noise=495F970E | {
"geo_location": "Indonesia",
"device_hash": "4456e9987503401d58935b6773cdb1ac55d28702",
"user_agent": "Opera/8.79.(X11; Linux x86_64; si-LK) Presto/2.9.176 Version/12.00",
"session_id": "16da2c67-d26f-47c4-838e-b72b31214892",
"risk_score": 62.11,
"confidence": 0.05
} | ahall | powershell_exec | inside | 6,068 | svchost.exe | MITRE Technique: T1547.001 | Endpoint powershell_exec inside by ahall MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8ecf0f20-6c98-46d9-8521-9c9b11d45ac5 | 2025-03-01T11:26:01 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Germany",
"device_hash": "a4bdac3d4da623ee7897b1aa2c7e626b",
"user_agent": "Opera/9.87.(X11; Linux i686; pl-PL) Presto/2.9.171 Version/11.00",
"session_id": "e43d69bb-7cfa-4de7-b542-c46a195b1875",
"risk_score": 52.42,
"confidence": 0.42
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-a23ffd0c | 7.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f756cd96-2a1a-471d-95a9-7a9441f659fb | 2024-07-07T00:21:48 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by williamsashley MITRE Technique: T1059.001 | {
"geo_location": "Isle of Man",
"device_hash": "f7f23365448143eb54fe898ffcef2e99",
"user_agent": "Opera/8.39.(X11; Linux x86_64; li-BE) Presto/2.9.177 Version/11.00",
"session_id": "2f90528a-fb96-4576-a7ac-0ba68958aa2b",
"risk_score": 26.9,
"confidence": 0.78
} | williamsashley | api_abuse | null | null | null | MITRE Technique: T1059.001 | AI system api_abuse by williamsashley MITRE Technique: T1059.001 | {
"baseline_deviation": 2.09,
"entropy": 4.87,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-b38b6188 | 845a85059ecea4ac417deec821510f74d15b5a775d6852fd6b12af94d6424653 | 71b00404d5732dc01d59516da1a495ea2865110f2257678c27fea0b893518fe2 | null | null | null | null | null | null | null |
29947d5d-cc5e-48b6-92b3-ec8d2b6ccd3c | 2025-04-23T22:17:07 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: AI Model Poisoning detected from 222.236.251.80 targeting 203.120.69.227 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "22ca87d718902ac670ca9ddc1ca69ce0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4779-04-02 18:54:29 Firefox/8.0",
"session_id": "f28e89de-0620-4a9e-9d7d-cf6bd6ccacef",
"risk_score": 40.3,
"confidence": 0.74
} | null | null | null | null | null | No additional info | Carbon Black Alert: AI Model Poisoning detected from 222.236.251.80 targeting 203.120.69.227 No additional info | null | null | null | null | 222.236.251.80 | 203.120.69.227 | AI Model Poisoning | SIG-2114 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
1314d971-da5b-4fb9-977f-d87a8aedc13e | 2025-01-29T11:18:26 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by castanedaanne No additional info | {
"geo_location": "American Samoa",
"device_hash": "51996dc9b86bdc33e727ac30b5a2ed0e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.1)",
"session_id": "2bb97f20-21d2-47f3-9af0-4bd1cfe63d09",
"risk_score": 22.67,
"confidence": 0.18
} | castanedaanne | prompt_injection | null | null | null | No additional info | AI system prompt_injection by castanedaanne No additional info | null | null | null | null | null | null | null | null | null | null | null | model-3c66ce34 | e9aa4f692ab3fc0651ce2c5e085e616273466fa2b51bdae974ee47c5ea26cab3 | 95e898be1cd1bf7e7a9224a72a4d49f90a527697 | null | null | null | null | null | null | null |
873133a1-5a92-46d8-aac8-0c8b0b7a8685 | 2025-03-12T10:13:51 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Azure by munozgordon No additional info | {
"geo_location": "Poland",
"device_hash": "2f7a1b8f797ec629fe4f57e642ae5adf866483f8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_7 rv:5.0; mai-IN) AppleWebKit/535.32.4 (KHTML, like Gecko) Version/5.0.3 Safari/535.32.4",
"session_id": "ed75f6e9-c1f1-4f00-bacc-35e14ae971f5",
"risk_score": 63.39,
... | munozgordon | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by munozgordon No additional info | {
"baseline_deviation": 2.48,
"entropy": 4.07,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-1586c3ef | null | null | null | null | null | null | null | null | null | null |
01497294-be00-49d6-ac5d-ff4dcd5ceac0 | 2025-03-03T09:38:38 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for hector84 via password from 139.24.94.89 No additional info | {
"geo_location": "Italy",
"device_hash": "e439a50f10906190fd18be70504ebe0b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_8) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/21.0.892.0 Safari/533.2",
"session_id": "3da2fe52-42ce-476b-807c-f64e15805a93",
"risk_score": 25.12,
"confidence": 0.03
} | hector84 | failed | null | null | null | No additional info | Auth failed for hector84 via password from 139.24.94.89 No additional info | null | null | null | null | 139.24.94.89 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 17:f2:11:46:e7:5e |
f0f04020-1250-4ba3-a5bf-65b987954c1b | 2025-05-22T04:25:00 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 38.134.171.138 to 123.121.245.64 MITRE Technique: T1190 | {
"geo_location": "Comoros",
"device_hash": "890a493ca0b32bb8468bce53d39d78ff4e3aab40",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/54.0.816.0 Safari/533.2",
"session_id": "69c01375-e3e2-42ad-b07a-5ea8e92b3340",
"risk_score": 70.6,
"confidence": 0.39
} | null | beaconing | null | null | null | MITRE Technique: T1190 | Network beaconing from 38.134.171.138 to 123.121.245.64 MITRE Technique: T1190 | null | null | null | null | 38.134.171.138 | 123.121.245.64 | null | null | null | null | null | null | null | null | null | null | UDP | 800,126 | null | null | null |
96b02e97-2134-44b6-be68-873ec536d320 | 2025-04-26T17:55:04 | ids_alert | Elastic SIEM v8.9.0 | emergency | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|emergency| desc=Elastic SIEM Alert: Living-off-the-Land detected from 178.199.47.30 targeting N/A Unconventional IOC: ACPI table modifications | {
"geo_location": "United States Virgin Islands",
"device_hash": "5866ea50f1f27030242877102c0d3bc6e0ab37715533dea00273bc660dea0cab",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; hr-HR) AppleWebKit/532.11.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6532.11.7",
"session_id": "... | null | null | null | null | null | Unconventional IOC: ACPI table modifications | Elastic SIEM Alert: Living-off-the-Land detected from 178.199.47.30 targeting N/A Unconventional IOC: ACPI table modifications | {
"baseline_deviation": 2.2,
"entropy": 4.48,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 178.199.47.30 | N/A | Living-off-the-Land | SIG-6320 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
fb305528-29c4-4e3b-b5c4-1e5d78e8fd4f | 2025-03-27T22:40:02 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 194.34.221.201 to 134.208.162.135 Associated Threat Actor: FIN7 | {
"geo_location": "Seychelles",
"device_hash": "d385f59c615e1162c66f246d323305a2d7cf1fa10194753feb86f8f34789a7d9",
"user_agent": "Opera/9.72.(X11; Linux i686; om-KE) Presto/2.9.181 Version/11.00",
"session_id": "77bc6c4a-40c7-4962-b7cc-de2264dbd10c",
"risk_score": 45.09,
"confidence": 0.55
} | null | beaconing | null | null | null | Associated Threat Actor: FIN7 | Network beaconing from 194.34.221.201 to 134.208.162.135 Associated Threat Actor: FIN7 | null | null | null | null | 194.34.221.201 | 134.208.162.135 | null | null | null | null | null | null | null | null | null | null | HTTP | 389,287 | null | null | null |
78423346-cf0d-4be1-99e2-bbf86bd86241 | 2025-06-06T12:53:24 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "El Salvador",
"device_hash": "190789ca6716704be7d34bb7b88f071dc1a76a96",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/54.0.843.0 Mobile/15J353 Safari/536.2",
"session_id": "6de5f9b0-5fc7-4af0-9e18-6298b42b915b",
"risk_score"... | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-4a2656ba | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61b473b1-1d2d-4238-8348-9234c9d2098f | 2025-04-27T15:12:30 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network latency_spike from 73.234.230.198 to 10.136.135.232 No additional info | {
"geo_location": "Niger",
"device_hash": "5985f8481bce94c1ea24856a669bcc3201246e2e7bd9f1052b37975ef6b003cb",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_7; rv:1.9.6.20) Gecko/2826-04-30 10:40:12 Firefox/3.8",
"session_id": "7e43835e-d302-4e36-8b02-ef2a93e7815b",
"risk_score": 81.95,
"confid... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 73.234.230.198 to 10.136.135.232 No additional info | null | null | null | null | 73.234.230.198 | 10.136.135.232 | null | null | null | null | null | null | null | null | null | null | TCP | 449,946 | null | null | null |
d40ce3b2-a0ae-407c-b28d-6412adcd5941 | 2025-06-06T03:11:37 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth bypass for vmorris via SAML from 66.16.218.60 No additional info | {
"geo_location": "Italy",
"device_hash": "7a1fd3bae59704abe65fd7640f770e1f8a9321d8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/534.46.1 (KHTML, like Gecko) Version/4.0.3 Safari/534.46.1",
"session_id": "5497af1e-891c-4045-8825-11fe8affec53",
"risk_score": 70.72,
"confidence": 0.12
} | vmorris | bypass | null | null | null | No additional info | Auth bypass for vmorris via SAML from 66.16.218.60 No additional info | null | null | null | null | 66.16.218.60 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 65:f7:e6:84:b8:6d |
7b52da85-6014-4393-9676-f5ee899284b8 | 2025-05-27T13:53:14 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 166.169.137.97 to 215.130.112.147 MITRE Technique: T1543.003 noise=3E82F626 | {
"geo_location": "Afghanistan",
"device_hash": "4d80f7f8916c6849c6abb1979e98ddf55ad687e637f246582dac30c5a82b60e4",
"user_agent": "Opera/9.92.(X11; Linux i686; mg-MG) Presto/2.9.181 Version/11.00",
"session_id": "01246df8-2728-4ffb-b3f7-d025f5186111",
"risk_score": 55.18,
"confidence": 0.53
} | null | beaconing | null | null | null | MITRE Technique: T1543.003 | Network beaconing from 166.169.137.97 to 215.130.112.147 MITRE Technique: T1543.003 | null | null | null | null | 166.169.137.97 | 215.130.112.147 | null | null | null | null | null | null | null | null | null | null | HTTPS | 147,592 | null | null | null |
b8834070-a907-408c-8f77-ea9c6d891a69 | 2025-01-30T10:58:58 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Alibaba by johnny07 No additional info | {
"geo_location": "United States of America",
"device_hash": "97878e765665323404197d68f2d984959d3e9b3c67ff3d8951472a776cbb5c84",
"user_agent": "Opera/8.11.(Windows NT 5.1; mn-MN) Presto/2.9.190 Version/12.00",
"session_id": "d409c145-d6fe-447d-bdd3-c9d58f630b74",
"risk_score": 30.2,
"confidence": 0.79
} | johnny07 | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by johnny07 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-c6ec4323 | null | null | null | null | null | null | null | null | null | null |
42df20a4-ea54-4d02-9808-750f41e74c4b | 2025-03-17T18:13:29 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network beaconing from 95.187.224.178 to 113.51.127.253 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "8564c365fc1ff624250e404b4ede5075",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/34.0.801.0 Safari/532.1",
"session_id": "a9c242a9-2d56-4183-a693-b4be17aa4cc2",
"risk_score": 100,
"confidenc... | null | beaconing | null | null | null | No additional info | Network beaconing from 95.187.224.178 to 113.51.127.253 No additional info | null | null | null | null | 95.187.224.178 | 113.51.127.253 | null | null | null | null | null | null | null | null | null | null | TCP | 682,776 | null | null | null |
afbadc2f-83cb-4490-a279-a34b3a2357b3 | 2025-06-30T19:56:18 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for michaelbennett via biometric from 89.79.248.159 No additional info | {
"geo_location": "Estonia",
"device_hash": "9f8048e12620d14bae25b4040648ee865c7486cd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_3 rv:2.0; apn-IN) AppleWebKit/534.32.1 (KHTML, like Gecko) Version/4.0.5 Safari/534.32.1",
"session_id": "17dde662-0a6d-4eb6-a85e-ec044a7df971",
"risk_score": 34.... | michaelbennett | failed | null | null | null | No additional info | Auth failed for michaelbennett via biometric from 89.79.248.159 No additional info | null | null | null | null | 89.79.248.159 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | b4:43:d4:9d:29:f9 |
87d28a72-015e-4cac-982d-07a44481f75a | 2025-02-17T03:58:04 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Medical protocol_violation No additional info noise=T3RoZXJzLg== | {
"geo_location": "Serbia",
"device_hash": "d5871ece0f4320b6f963f0c3a2caf5e73e5877342c258e46bb486c731ac0cfdd",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 15_8_2 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/10.3u4454.0 Mobile/14O726 Safari/536.0",
"session_id": "41a7f4c4-3abc-4de1-8b2c-98c94... | null | protocol_violation | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | null | Medical | iot-9ef7815c | 7.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
589e7d7b-92ab-472f-b672-4a8e6757e34e | 2025-04-10T20:39:09 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: Brute Force detected from 10.16.87.141 targeting N/A No additional info noise=physical|painting|season | {
"geo_location": "Kyrgyz Republic",
"device_hash": "06e04fbe65d306d900f6e79bf5040c7af018bbecc8663798d6f7ef6624d02327",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_9; rv:1.9.5.20) Gecko/3770-10-17 21:12:36 Firefox/8.0",
"session_id": "3dada12f-fc0c-46a3-b90a-b5095e226073",
"risk_score": 67.6,
... | null | null | null | null | null | No additional info | Vectra AI Alert: Brute Force detected from 10.16.87.141 targeting N/A No additional info | null | null | null | null | 10.16.87.141 | N/A | Brute Force | SIG-8768 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
e6e39810-523f-43d4-b0ff-c6e3e79b9681 | 2025-01-14T03:05:37 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth success for angela33 via key from 145.16.143.136 No additional info | {
"geo_location": "Guatemala",
"device_hash": "5e19b1aa71d09f10ade84442b5c6f24013b5fea1ff0842c0c5c20ce42f325bd3",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/50.0.862.0 Safari/534.1",
"session_id": "558ce031-ce42-424b-8705-ba6f59c9eb6b",
"risk_score": 54.36,
... | angela33 | success | null | null | null | No additional info | Auth success for angela33 via key from 145.16.143.136 No additional info | null | null | null | null | 145.16.143.136 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 41:40:da:f2:70:33 |
c2c9c3b1-6ae2-40b7-b3c8-759585e85059 | 2025-06-29T01:13:20 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 215.139.116.217 to 124.104.200.142 No additional info | {
"geo_location": "Kenya",
"device_hash": "60ed4acd40f20cb5fb838bfe8095176067a30babaa922dc7c7512e7a63a5d788",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_9; rv:1.9.3.20) Gecko/5137-01-03 00:58:16 Firefox/11.0",
"session_id": "27e7cc97-1d49-456e-8b38-f971f5fbb2b2",
"risk_score": 42.58,
"con... | null | connection | null | null | null | No additional info | Network connection from 215.139.116.217 to 124.104.200.142 No additional info | null | null | null | null | 215.139.116.217 | 124.104.200.142 | null | null | null | null | null | null | null | null | null | null | ICMP | 689,016 | null | null | null |
30e1dc72-8b19-4b8e-819f-5f714dfed64a | 2025-04-25T03:50:33 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: Supply Chain Compromise detected from 104.22.230.217 targeting 8.80.157.52 Associated Threat Actor: APT35 | {
"geo_location": "Armenia",
"device_hash": "b45c9a52428f3a79888094604ef16f19339a813462f067d84ae6401c0861cad3",
"user_agent": "Opera/9.65.(Windows 98; so-DJ) Presto/2.9.185 Version/11.00",
"session_id": "789b1b62-5737-44b4-aca8-8e5dae62f71d",
"risk_score": 69.8,
"confidence": 0.57
} | null | null | null | null | null | Associated Threat Actor: APT35 | FireEye HX Alert: Supply Chain Compromise detected from 104.22.230.217 targeting 8.80.157.52 Associated Threat Actor: APT35 | null | null | null | null | 104.22.230.217 | 8.80.157.52 | Supply Chain Compromise | SIG-5461 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
d9951d7e-e41a-44b8-b120-d414cd926fde | 2025-05-17T19:04:57 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network beaconing from 11.90.56.123 to 14.150.65.103 No additional info noise=UG9wdWxhci4= | {
"geo_location": "Equatorial Guinea",
"device_hash": "59b637d9a5fe9b0f2b25f5eccb0a7558",
"user_agent": "Opera/9.87.(Windows NT 5.01; sc-IT) Presto/2.9.180 Version/10.00",
"session_id": "99aabe25-4c51-4491-8d7d-3d4447df659f",
"risk_score": 49.93,
"confidence": 0.66
} | null | beaconing | null | null | null | No additional info | Network beaconing from 11.90.56.123 to 14.150.65.103 No additional info | null | null | null | null | 11.90.56.123 | 14.150.65.103 | null | null | null | null | null | null | null | null | null | null | ICMP | 635,799 | null | null | null |
0c401714-0f4b-47e2-ae35-192ee5f0da2e | 2025-06-15T16:43:33 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Port Scan detected from 213.121.147.129 targeting 10.208.41.215 No additional info | {
"geo_location": "Tokelau",
"device_hash": "b81e5fc8cf546f314ff3c710d1ba0035",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.1.4 (KHTML, like Gecko) Version/4.0 Safari/535.1.4",
"session_id": "a20ec855-cff1-413c-a1c9-95d49f9d226b",
"risk_score": 30.35,
"confidence": 0.59
... | null | null | null | null | null | No additional info | Wazuh Alert: Port Scan detected from 213.121.147.129 targeting 10.208.41.215 No additional info | {
"baseline_deviation": 2.48,
"entropy": 5.34,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 213.121.147.129 | 10.208.41.215 | Port Scan | SIG-1867 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
879cff3b-c57b-4ff2-85ed-db9b53158262 | 2021-07-19T18:38:17 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Panama",
"device_hash": "e7a70259d7ac3b13426040db8eae523814db16ed2c001bc4e232baab80d76d1b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_7 rv:3.0; xh-ZA) AppleWebKit/535.27.5 (KHTML, like Gecko) Version/4.0.5 Safari/535.27.5",
"session_id": "7fac6117-3508-4068-ab63-4405780ac7... | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-7f5a45cc | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cd998bc9-2c95-4345-ba34-1d5274ebb2e5 | 2025-05-23T09:44:29 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: Credential Stuffing detected from 139.61.60.61 targeting 115.215.41.28 No additional info | {
"geo_location": "Togo",
"device_hash": "fceff7aacda3fa3f5098665da14befa4f01b883e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_5) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/21.0.882.0 Safari/534.1",
"session_id": "0e9b4daf-457a-4251-8503-f6773324956b",
"risk_score": 31.73,
"confidence": 0.3... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Credential Stuffing detected from 139.61.60.61 targeting 115.215.41.28 No additional info | null | null | null | null | 139.61.60.61 | 115.215.41.28 | Credential Stuffing | SIG-8100 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
32b945cb-b28d-40a0-b408-eb4ce79486b4 | 2025-01-24T09:35:43 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel MITRE Technique: T1204.002 | {
"geo_location": "Ecuador",
"device_hash": "e921dc71c28e17091aa2160cd21d13a03a949429b44f5e39eb47d52c6d9e3394",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "9c0dff89-dd0b-42cd-8272-85be8094ee9d",
"risk_score": 40.85,
"confidence": 0.63
} | null | side_channel | null | null | null | MITRE Technique: T1204.002 | IoT device Thermostat side_channel MITRE Technique: T1204.002 | null | Thermostat | iot-887b5b07 | 8.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
091df4b9-d68a-497e-941d-8edf02de50f5 | 2025-04-14T09:21:45 | cloud | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in AWS by bwalker MITRE Technique: T1218.011 | {
"geo_location": "Costa Rica",
"device_hash": "f4078f2d0411ea09000bdcb32bf532194cc6e5a0fc50e5fd7e9cbef4df06b697",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/24.0.826.0 Safari/535.0",
"session_id": "adfd039d-b114-46c8-8d72-23d2bd841e16",
"risk_score": 40.91,
... | bwalker | crypto_mining | null | null | null | MITRE Technique: T1218.011 | Cloud crypto_mining in AWS by bwalker MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | AWS | res-2a0a54f7 | null | null | null | null | null | null | null | null | null | null |
a06fc11e-4a86-474a-97e5-c7edd322d90b | 2025-02-16T06:20:23 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /pressure/no.gif by kimberlybennett Living-off-the-land technique detected noise=SG9wZSBzb24u | {
"geo_location": "Lesotho",
"device_hash": "cdf1a08dc9c841baf8c91a0180393a91",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/5.0)",
"session_id": "24693dc8-e469-4360-9189-b17af57a13cf",
"risk_score": 6.79,
"confidence": 0.2
} | kimberlybennett | scheduled_task | /pressure/no.gif | 2,002 | cmd.exe | Living-off-the-land technique detected | Endpoint scheduled_task /pressure/no.gif by kimberlybennett Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
87bfdfda-098f-42ae-bd61-97057a8cf905 | 2025-03-05T01:51:20 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall allow DNS traffic from 10.172.252.73:627 to 171.78.90.198:675 Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | {
"geo_location": "Bulgaria",
"device_hash": "b3a8693b44decef40470fc4b56c6d51a709916ab91b2d3a17b69b900852c74f1",
"user_agent": "Opera/8.94.(X11; Linux x86_64; iu-CA) Presto/2.9.176 Version/12.00",
"session_id": "59cc78dd-b4a4-4fc2-acb9-6b17e960d9f5",
"risk_score": 50.38,
"confidence": 0.2
} | null | allow | null | null | null | Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | Firewall allow DNS traffic from 10.172.252.73:627 to 171.78.90.198:675 Unconventional IOC: Thermal sensor anomalies | Geo anomaly: Impossible travel detected | null | null | null | null | 10.172.252.73 | 171.78.90.198 | null | null | null | null | null | null | null | null | 627 | 675 | DNS | 67,235 | 2,102 | null | null |
d29e57a5-3c57-4253-87cb-96c9b3dcf631 | 2025-02-15T11:47:46 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by sabrina94 No additional info noise=category/list | {
"geo_location": "Turkmenistan",
"device_hash": "f436c106699d1e69d5bbd6b5bd26d3c7c7027c8d",
"user_agent": "Opera/9.69.(X11; Linux i686; iw-IL) Presto/2.9.165 Version/10.00",
"session_id": "0ee5559a-3c95-4f55-bcdb-0c2f57d98eb1",
"risk_score": 30.24,
"confidence": 0.04
} | sabrina94 | model_access | null | null | null | No additional info | AI system model_access by sabrina94 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b1cb455d | 3c860468971443eda9e6d3f0ec6c4500c48640b0 | 653836bb2d83be076be38add3b692d057cc8aa15d03c99c33f40b3d035cfb3d1 | null | null | null | null | null | null | null |
d6bb06d9-e451-4ad8-94ab-518419229987 | 2025-02-09T04:41:57 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: SQL Injection detected from 10.167.114.248 targeting N/A No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "c2d24dc244b65526d259d0a1299dd8f7b95eddc6",
"user_agent": "Opera/9.28.(Windows NT 6.2; mi-NZ) Presto/2.9.179 Version/11.00",
"session_id": "a874595d-0314-42e8-8f40-5e250df15bad",
"risk_score": 79.97,
"confidence": 0.19
} | null | null | null | null | null | No additional info | Suricata Alert: SQL Injection detected from 10.167.114.248 targeting N/A No additional info | null | null | null | null | 10.167.114.248 | N/A | SQL Injection | SIG-5677 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
2eb4ac41-5d6f-4830-aead-c1502c6fb8a9 | 2025-05-13T06:32:25 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 77.145.208.223 to 141.111.153.135 No additional info noise=recently|ability|apply | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "a12cc43197d2abcf78edd6f2eaed63c56ea9a66990b90307fd7e5ac818f4ea39",
"user_agent": "Opera/9.32.(Windows 95; fy-DE) Presto/2.9.167 Version/10.00",
"session_id": "b1562f79-cf6f-4d5a-809a-ceaf782e2a34",
"risk_score": 36.21,
"confidence": 0.62
... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 77.145.208.223 to 141.111.153.135 No additional info | null | null | null | null | 77.145.208.223 | 141.111.153.135 | null | null | null | null | null | null | null | null | null | null | TCP | 471,006 | null | null | null |
4634856e-da36-43d4-aff6-8c3b1ad773fb | 2025-01-24T12:39:25 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat firmware_update MITRE Technique: T1204.002 | {
"geo_location": "Liberia",
"device_hash": "65acb7dafa0d8aa4f2bc6e585022850d76cb54663bbf64f640dcecf09be6a8ee",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.43.7 (KHTML, like Gecko) Version/4.0.3 Safari/531.43.7",
"session_id": "546f73e8-6810-4f08-9b02-6c34d155747c",
"risk_score": ... | null | firmware_update | null | null | null | MITRE Technique: T1204.002 | IoT device Thermostat firmware_update MITRE Technique: T1204.002 | null | Thermostat | iot-72150151 | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15c0e6e9-b1cf-43bc-8396-9bccbd72adb6 | 2025-05-31T10:43:45 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by sergio81 MITRE Technique: T1134.001 | Training data poisoning attempt | {
"geo_location": "Brazil",
"device_hash": "3185e0d76c64fd78e7e21afff3049e7e",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:20.0) Gecko/20.0 Firefox/20.0",
"session_id": "9d38976e-c9fc-452c-921b-aedac4248280",
"risk_score": 58.46,
"confidence": 0.09
} | sergio81 | api_abuse | null | null | null | MITRE Technique: T1134.001 | Training data poisoning attempt | AI system api_abuse by sergio81 MITRE Technique: T1134.001 | Training data poisoning attempt | null | null | null | null | null | null | null | null | null | null | null | model-d3ae1eab | bf5ac1d3ab0efde3cae376bf2a053920 | b8d5ff012b809fb474028fa7cde0954e0ae5f05c | null | null | null | null | null | null | null |
b27c9908-d3cf-4631-b2e0-45c9238ac59e | 2025-06-24T15:29:32 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_access by icuevas No additional info | {
"geo_location": "Georgia",
"device_hash": "92e0afe17c4cde307ad9e38e151cf43e2ac2fed73514d3af74f8c54e99cc95c0",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 11_4_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/9.2v2366.0 Mobile/61A114 Safari/534.0",
"session_id": "09452635-17f4-44fd-9175-0a204c51e... | icuevas | model_access | null | null | null | No additional info | AI system model_access by icuevas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8ab14dbf | 8c43bbf1ac00428fe912c35f5e6453c920f3d515 | c7b15bf006957afa5ed0e13b2ff7f3fcc0a7758f | null | null | null | null | null | null | null |
85ad37f1-4596-4861-85f8-0dfd24a4b7aa | 2021-04-03T12:52:42 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for warrenlauren via password from 61.49.151.29 MITRE Technique: T1547.001 | {
"geo_location": "Guadeloupe",
"device_hash": "f6ff7b6d46c829d5165d0da91c7eba66",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/63.0.847.0 Safari/532.0",
"session_id": "da64bd72-308f-4966-b3df-e041a0111c58",
"risk_score": 87.98,
"confidence": 0.41
} | warrenlauren | challenge | null | null | null | MITRE Technique: T1547.001 | Auth challenge for warrenlauren via password from 61.49.151.29 MITRE Technique: T1547.001 | null | null | null | null | 61.49.151.29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 96:f9:f3:8d:e9:49 |
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